{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a28a5178-f5e7-4cf4-aa72-3bf2201c6597",
   "metadata": {},
   "source": [
    "## Record audio sample using microphone"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbe632bf-81f3-45bc-955c-eb9a2c83098c",
   "metadata": {},
   "source": [
    "Let's record an audio sample from a microphone on your PC using Jupyter notebook/lab's `ipywebrtc` extension."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c9705eb4-cd6c-4172-ae1c-31204f43f5ab",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from ipywebrtc import AudioRecorder, CameraStream\n",
    "import torchaudio\n",
    "from IPython.display import Audio"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c766c26f-81f7-46f0-be68-270eb70f2832",
   "metadata": {},
   "source": [
    "By executing the following code block, an widget shows up to let you record audio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9ca672fc-24fc-45e9-8ce0-edb8c447016f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ef89f765ecb94e9abc5397ac7711b0c1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "AudioRecorder(audio=Audio(value=b'', format='webm'), stream=CameraStream(constraints={'audio': True, 'video': …"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "camera = CameraStream(constraints={'audio': True,'video':False})\n",
    "recorder = AudioRecorder(stream=camera)\n",
    "recorder"
   ]
  },
  {
   "attachments": {
    "b003ae87-b8ae-465e-94fc-250c32ceb403.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "f989128e-b7af-4292-a5b0-d4b1c1eaad60",
   "metadata": {
    "tags": []
   },
   "source": [
    "Click the circle button (⏺) in above widget to start recording an audio sample using your microphone.\n",
    "Once done, click the button again, and it will re-play what's recorded.\n",
    "\n",
    "### ⚠ Attention : Microphone access\n",
    "\n",
    "When you click the ⏺ botton, your web browser may show a pop-up to ask you to allow it to use your microphone.\n",
    "Be sure to allow the access.\n",
    "\n",
    "![image.png](attachment:b003ae87-b8ae-465e-94fc-250c32ceb403.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e5662d4-2afe-4134-a40d-691f4d2f5e26",
   "metadata": {},
   "source": [
    "Save the recorded audio as a WAV file. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a4bb1671-3ba7-4a8e-bccc-2363167a23c9",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "recorder.save('example.wav')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d2999ec-3c2e-4605-9a1d-6ca80429a6d5",
   "metadata": {},
   "source": [
    "## Run Whisper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "73056679-70ff-4d3d-b9e6-dc088d7ea541",
   "metadata": {},
   "outputs": [],
   "source": [
    "import whisper\n",
    "\n",
    "model = whisper.load_model(\"medium\")\n",
    "\n",
    "# load audio and pad/trim it to fit 30 seconds\n",
    "audio = whisper.load_audio(\"example.wav\")\n",
    "audio = whisper.pad_or_trim(audio)\n",
    "\n",
    "# make log-Mel spectrogram and move to the same device as the model\n",
    "mel = whisper.log_mel_spectrogram(audio).to(model.device)\n",
    "\n",
    "# detect the spoken language\n",
    "_, probs = model.detect_language(mel)\n",
    "print(f\"Detected language: {max(probs, key=probs.get)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b40b5c3b-f6e9-4afe-b288-a31a3c780335",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# decode the audio\n",
    "options = whisper.DecodingOptions()\n",
    "result = whisper.decode(model, mel, options)\n",
    "\n",
    "# print the recognized text\n",
    "print(result.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "691695ad-87fa-4c15-b102-cfb38153174f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
